{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 对男1000米跑、男引体进行等宽分箱操作，分成3份，并使用饼图绘制百分比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "tice = pd.read_excel('./体测分数_男生.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DyMDQHIccE4nGRwN3odIgIvnhROBXtkPIwFFxyCGRaLwItzSMtJ1FvCXV1oTT1WE7huSvT0ei8a/YDiEDQ6cqckgkGv8t8BnbOaRnuprqeP/XV+70eHjGaQw980s7Pd74xgLqHvwV+3/9/oyP0bb6TTb88xu7fX7kJ26kZL8ZOE6KxHO307TwQZLN9fjLBlF51CWUH3oWAMmWBJv+/X26Gjcz/LwoxaMnAlD/xJ8JH3IGwUGjMs4k0k0KOKe2umq+7SDSvwK2A4grEo1fjUpDXupYvxyMj6FnfRnMh4N4wUE7L/KZbKpn6xO39vgYwaFjGXr213Z6vP29RTS9+TD+ihEAJJ65jcTz8whNPYnifSfRvORJ6h76Db7SCkKTjqGp5hFSnW0Uj55E4rl/MeLC7+B0dZBsrldpkL7yAf+KROMfra2uWmo7jPQfFYccEInGP4rOEeatjnUrCA4dQ3ja3i9rr3vkt6TaW3p8DH9oMOGpJ+70eOOr9xKaehLBQaNItiRIvHgXg0/6FBUzzwMgPO0k1vx2Lk1vPkRo0jF01a+j9MDDKRk7nbpHfw9A85KnCU0+rseZRHahHLgjXR5abYeR/qE5DpZFovERaDJkXutYv5ziffe+GnjLihdpWfYc4RmnZuW4LStepGPDuww65hMAOJ1tDDr6E5QfdvYH25hAEcFBo0m1JNwHnBTG+MHnBycJQOu7r1JywGFZySQCTEMfhAqaioNFkWg8ANwBjLGdRXqvff0KOja8w5qb57D6pxew7q9fo/WdV3bYJtXeQt1DNxM+9CyKx0zJynETz80jNPUEApXuXNpA5Ugqj7wY4/N/sI2T7KJjUy3BYfsB4AsNpmPzKjrWr8BfNpj2dW9TPGo8xmi5EMmquZFofOeJP1IQVBzsugnQGHEe60psINWylVRbM+WHnsWgE+bgdLWz8a4baFuz5IPttj71V8Aw+PjZWTlu+7rldKxbtsPowq40vfkQTkcLofRplNCkY2hbtZCtT/6F0PRTaKp5hND0U3GSXVnJJbKd30Sicd2YrwBpjoMlkWi8CtDlS/nO+Bh03JWEDz0Lf0kYgPC0k1n7x8/T+PJ/KBkzmfb3l9L4+nxGfPzb+IrLsnLYxtfuo2j0RIpHjd/tNsmWBFufuY3i/WZQGjkEgKIRB7DvNbeQam/GV1ZB58Z3aHz1XhLP3U54+im7vApEpJdCfDjfoecTeyRnacTBgvS8hj/ZziF9F6gYTuWRF39QGgB8xWWUTZhF2+oanGQXWxb8ktCU4ykdNzMrx0y1t9Cy9BnC0/c8V6Luod/gdLYx9Iwv7PC4PzyY4NAxNL35MKUTjiTx3O0MOe3zNC95ko5NtVnJKJI2Ffi17RCSXSoOdvwJGGE7hPQfEywm1dZI4vl5dDVupvLIS0i2JEi2JEh1uJPNky0JUu3NPd53y4oXcZJdlE2YtdttGt9YQMuyZxly6mcJDh690/OOk6Jj40p8xWX4SsspP+QMgkP3o7Pu/R7nEdmLqyLReHbO0UlO0KmKARaJxv8LqLKdQ7KjadFjdG5exeAT5uzweMemWkxRGW2r38Rpb2btHz6702vX/PJyisdOY9Rl1T06ZsuSpygeMwV/aNAun29fu4y6R35HaPqphKefssttWle+SumBM3G6OjD+IsC9AsPpbO9RFpEM/SYSjb9cW131lu0g0ncqDgMoPVHoJts5JHtS7c00vnof4YPPIDjYXfCpbc1i2t59nbKDjqJi1oWk2pp2eE3bu6/R8NK/GXHJ9/Ftd4oj1dGGr6hkj8dzujpoW7WQyqM/scvnO+vXsvGuGygavj9DT/vcbvfTsvQZhp7+BTo21eJ0uWXB6WzDF9zz8UV6qQz4WyQaP6K2ukozcfOcisMASd+H4jag1HYWyZ7wtJNpeOEONtz2dcoOOopURysty57BVxJm0HFXEByy706vSTZuBvhgwiJA/eN/ouHV+9j3M38gUD50t8dre38JTlfHbteN2Hz/T0m1JCibeR7Ny57dMWt6AanOrevxlw/DBIIEh+xLqr2Zrc/+k47NqwkOG9vj/wciGToM+AZwg+0g0jcqDgPnRuCQvW4lecVXXMbIT/yQukdvoanmYUygmLKDjmLwCXPxhwdnvB/jD+Ivq4S93DumfdWb4PNTNGrCTs8lWxvoWLsM2Hb55462FYfWFS9RfvDpH+QffMIcEs/9i4rDzyE4VMVB+tW3ItH4PbXVVQttB5He002uBkAkGj8ZeBjQKjsi4nULgY/UVld12g4ivaOrKvpZJBqvAP6MSoOICMDBwLdsh5DeU3Hofz9GS0qLiGzvG5Fo/FDbIaR3dKqiH0Wi8eOAJ9Bog4hIdzXAzNrqqg7bQaRnNOLQTyLReAnwe1QaRER2ZTrwHdshpOdUHPrP/wMOsh1CRCSHfT0Sjeue7nlGpyr6QSQanwq8DgRtZxERyXEvAEfVVlfpzShPaMQhyyLRuAFuRqVBRCQTs4A5e91KcoaKQ/bNAY61HUJEJI9UR6LxXd98RXKOikMWRaLxYbiXX4qISOaGA9+zHUIyo+KQXT8Adn+jARER2Z3PRaLxg22HkL1TcciSSDQ+DfiU7RwiInnKD/zKdgjZOxWH7PkJ7g++iIj0zjGRaPyTtkPInulyzCyIROOnAwts5xARKQDrgYNqq6sabQeRXdOIQx9FonE/7miDiIj03Si0omROU3Hou7nANNshREQKyBci0fhY2yFk11Qc+iASjYfRJUQiItlWDHzbdgjZNRWHvvk6MNJ2CBGRAnRVJBrX/X5ykIpDL0Wi8THA12znEBEpUAHgBtshZGcqDr33XaDUdggRkQJ2cSQaP8R2CNmRikMvRKLxA4ArbecQESlwBndFXskhKg69cz3uMJqIiPSvsyLR+DG2Q8iHVBx6KH2J0GzbOUREPORG2wHkQyoOPRcFimyHEBHxkGMj0fgZtkOIS8WhByLR+Gh0IysRERu0rkOOUHHomWtxFyYREZGBdWQkGj/OdghRcchYJBofCXzGdg4REQ+L2g4gKg498TW0boOIiE1nRqLxg22H8DoVhwxEovGhwOds5xAREb5uO4DXqThk5jNA2HYIERHhokg0vp/tEF6m4rAXkWjcD3zWdg4REQHcxfe+bDuEl6k47N35gO4LLyKSO66OROPltkN4lYrD3n3RdgAREdlBBXC17RBeZRzHsZ0hZ0Wi8enAm7ZziIjITmqBcbXVVSnbQbxGIw57ptEGEZHcFAFOsx3Ci1QcdiMSjQ8GLredQ0REdusa2wG8SMVh9+YCZbZDiIjIbp2TXtVXBpCKwy5EonEf8F+2c4iIyB4Fgatsh/AaFYddOwM4wHYIERHZq6sj0bixHcJLVBx2bbbtACIikpHxwAm2Q3iJikM3kWi8EjjXdg4REcmYJkkOIBWHnV0IlNgOISIiGbsgfTNCGQAqDju7wnYAERHpkWL0u3vAqDhsJxKN7w8cZzuHiIj02BzbAbxCxWFHlwOanSsikn9mRKLxibZDeIGKw4401CUikr8uth3AC1Qc0iLR+Exgku0cIiLSaxfZDuAFKg4f0miDiEh+m67TFf1PxYEPlpi+xHYOERHpM52u6GcqDq5ZgG6UIiKS/3S6op+pOLjOsR1ARESyYnokGtd8tX6k4uDSEtMiIoVDow79yPPFIRKNjwOm2M4hIiJZo3kO/cjzxQGdphARKTTTItH4eNshCpWKg05TiIgUotNtByhUni4OkWh8EHCs7RwiIpJ1p9kOUKg8XRyAM4GA7RAiIpJ1J0ai8aDtEIXI68VBpylERApTOXCk7RCFyLPFIb1a5Bm2c4iISL/R6Yp+4NniABwCDLIdQkRE+o0mSPYDLxeH420HEBGRfnVYJBofajtEoVFxEBGRQuUDTrUdotB4sjhEonGDLsMUEfECzXPIMk8WB2A6MMR2CBER6Xen2A5QaLxaHI6zHUBERAbE2Eg0Ptp2iELi1eKg+Q0iIt4xy3aAQuLV4qARBxER71BxyCLPFYdIND4ZGGE7h4iIDBgVhyzyXHFAow0iIl5zeCQa132JssSLxeFw2wFERGRAlQEzbIcoFF4sDofaDiAiIgNOpyuyxFPFIT1UNc12DhERGXAqDlniqeIATAJKbIcQEZEBp+KQJV4rDofYDiAiIlZMiETjg22HKAReKw6a3yAi4l1TbQcoBF4rDhpxEBHxrim2AxQCFQcREfGKybYDFALPFIdINL4fuiOmiIiXacQhCzxTHND8BhERr1NxyAIvFQf9wIiIeNuYSDRebjtEvvNScRhvO4CIiFineQ595KXiMMF2ABERsU7FoY9UHERExEt02rqPPFEcItF4GBhlO4eIiFin4tBHnigOwIG2A4iISE7Q+0EfeaU4HGA7gIiI5IR9bQfId14pDhHbAUREJCdUpk9fSy+pOIiIiNeMsR0gn6k4iIiI1+h0RR94pTiMtR1ARERyhkYc+sArxWGE7QAiIpIzVBz6wCvFYZjtACIikjN0qqIPCr44RKLxEFBqO4eIiOQMjTj0QcEXBzTaICIiO1Jx6AMvFIfhtgOIiEhO2cd2gHzmheKgEQcREdlepe0A+UzFQUREvKY0Eo37bYfIV14oDjpVISIi3VXYDpCvvFAcNOIgIiLdqTj0koqDiIh4kYpDL3mhOOguaCIi0p2KQy95oTgU2w4gIiI5p9x2gHzlheJQZDuAiIjkHI049JIXioNGHEREpDsVh15ScRARES9SceglLxQHnaoQEZHu9KGyl7xQHPTDISIi3Xnh/a9feOF/nEYcRESkOy+8//ULL/yP04iDiIh0p3tV9JIXioNGHEREpDsvvP/1i4DtAAPAC39Hkd0aYzatne1/cMU5/udLF5aYln+WD2p9o8w3sss4WlVVPMtJlrVAle0YeckLb6odtgOIDLSZZtmSuYEHNp7gWziqzLRPBEYDjGqH09vrSELypZKSJfMqwpufLy0Z0WzMZIwxlmOLDBjjS+g0di95oTi02w4g0t+CdHWc6XuxZnbgoeaDzTsTAiY1GZi8u+394D+yrW3akW1tAGzx+TbfUx5adm84zMpgYJJjzNCByi5iSdJ2gHyl4iCSpwbTUHeZ/7ElF/uf8O9nNk41hsN7u6+hqdSwuYnGYXMTjaQg9WpJ8VvzysMbnykrHdZkzBSM0flgKTQqDr2k4iCSR8aZ91fN9T9Qe5b/pUGDaJpmDEdn+xg+8H2krX3KR9rapwBs9fnq7w2HltxdHkqtCAYnOsYMz/YxRSxQceglFQeRHGZIpY7xLVo81/9A3VG+xWOLTdeBwP4DmWFQKjX4yobGo65saMQB5/XioiXzKso3PF1aMrTB55uCMbqsTfKRikMveaE4tNkOINITpbS3nO9/ZtEn/Y90TDarJ/qMM912pm0MmMPaOyYftmnLZICEzyTuD4feujscTr5dFByfMmaU7YwiGVJx6CUvFAeNOEjOG0ndxisCDy+7wP908T7UzTCGj9rOlInKlFN5eUPTkZc3NAHwZnHRsnnl4fVPlJVWJny+aRjjhd8xkp9abAfIV174R63iIDlphnln+ZzAgrWn+F4bFqZ1ijGMsJ2pr2a0d0yc0V43EaDRmIb54dCS/5SHOpYUFY1PGbOP7Xwi26mzHSBfqTiIDBA/ya5TfK8tusr/YMNM37JI0CQnABNs5+ov5Y5TcUlj0xGXNLqjEYuLilbcUR5+/7FQaUW9zzcVY7Sqaw5JNicxQYOvyDMX0Kg49JIXioPmOIg1YVoaLvY/uegy/6OMM2unGsMhtjPZMrWjY/zULXXjY1ug2ZimB0Nlb9xVHm5bXFx0YNKYMbbzDbS6J+pY++e1TPvztKzvo2lJE+tvX0/72nZKI6Xse/W+FI9w1zvqauxi9c9X01nfydjPj6VsXBkAm+KbGHLiEIqGe6bPqTj0kheKQ8J2APGW/cyGNVf5H1x5jv/58DAS043hKNuZck3IccIXNDV/9IKmZgCWBYMr76gIv/dIWVl4i983DWMKelW/zq2drJ+3vl/20bKyhVU/XUXRqCJGfnwkDa81sOpnqxj/vfH4gj7qn64n1Z6idFwpm+7dxP5f3Z9UR4quRJeXSgNAve0A+coLxWGT7QBS6BznozV9+sEAACAASURBVGbp0rmBBRuO9y0cXWo6DgI89wm6LyZ2dh74rS31B35rSz2txrQ8FCp7+a7yUGtNcXGky5j9bOfLtnV/X0eqNdUv+1h/+3r8ZX4OiB5AIBxgyAlDePu6t6l/op6hpw6lY2MH4RlhQhNDrLttHQCJlxJUHlHZpzx5SCMOvaTiINILRXS2V/leqLky8HDrDLNyvH8vSzxL5kodp+y8puaPnJcejXgnGKidV16+6uFQaWiT3z8VY0otR+yThtcbaHi1gcHHDqb+qd596N3dPpLNSVrebmHYWcMIhN1f775iH5VHVNLwegNDTx0KKTA+g/EbcNzXNdU0Meaznuq6XTWzaxpth8hXXigOm20HkMIwmIa6y/2PLrnY/6R/rNk4zRhm2s7kBeM6uyLX19VHrq+rp82YtkfLSl+9qzzc9EZJ8X6dxhxgO19PJFuTrP3bWoacOITSA0p7VRz2tI/2te3gQGhCaIfXlIwtYevzWwEIVAZoW9OGr8RHoCJAy8oWSiOlXrvHmU5T9IEXioNGHKTXDjLvvTvXv2D1Gf6XBlfSPLU/lniWzJU4TklVc8vhVc3uJfi1gcDqOyrCtQ+Gyko2+P3TMKbMcsQ92nDnBgyGkReNpOGVhqzvI9nirmkUHB7c4XF/uZ9kY5JUR4rKj1ay5eEtNL7RyOirRrP1ma2MuGAETpeDCXimPOg0RR+oOIhsx5BKHed7c/Ec/4K6I31v7Vdsug4A8upTrZdEurr2u7Zu637X1m2lA9ofD5W9dmd5uPG14uIxHT4zzna+7bWsaKHusTr2/+r++Et7t0r3XveRPvXQ/ZJKX9D9c6otRcnYEiZUTyDVmsJf7qdtdRtbHt7Cpvs2MfiYwew7d99eZcszKg59oOIgnldGW/P5/mdqPul/JDnJvJdTSzxL5oqg+PTmlsNOT49GvBcIrLmzPLTygVCoeF3APxVjwrayOV0O7//5fSpnVVI+o7zf9mGK0iMGTvcXf7gPgOCgIAyCTfM3UXF4BbU/qWX0laNZd9s6hp42lJIxJb3KmEd0qqIPvFActgJdeOPvKhnahy0brgg8/PbH/E+XjKJ+ujHMsp1JsmtsV9eYr9Ynxny1PkEndD5VVvr6HeXhxCslxfu2+3wDuvDWpgc20bmlk/3+az+6GrsASLW7V0R0NXZh/AZ/2Z5HITLZR6DS/TXXWddJ0YgPL63sanK395V8OBLhpBzaVrcRmhTCH/Iz5IQh1D9ZT/u6di8UB4049EHBv5nWVlc5kWh8M6Cb73jcwead5XMDD7x/su+1ESHaJhvDSNuZZGAEIXhyS+uhJ7e0ArA24F93Vzi8Yn64LLgmEJiCMRX9efymRU2kWlMsv375Ts8t/eJSyiaWceD1B/Z5H5FrI5giQ8uKFkKTPpwg2VbbhinasZw0vdlE+YxynE7ng1MZJmhIdfTtMtE8oeLQBwVfHNJUHDwoQFfnqb5XF10VeLDxMLP8wEJf4lkyN7oruc8Xtyb2+eLWBF3Q9WxpycJ5FeVbXyopHtXm803M9vH2+cQ+JJt3vBlj06ImNj+wmci1Efwh9w091Z7CV7zrJZ8z2Ycv4CM8NUz9M/UMPW0oviIfTpdD4qUEoYk7XmmReDnB6KtG076m/YOysKfjFxhdbdcHXikO64Der+sqeaOc5sQl/icWX+p/jHFm3VRjONR2JsltAQgc39p28PGt7ur0G/z+Df8uDy2Ph0P+Ve5oRJ9XRiqN7Lz0RGddJwDhqe7Ui/W3r2fLw1s46KaDCA4O7rR9JvsAGF41nJU/WMl7N7/HkBOHUPdYHZ11nexzxYf3GOvY2EFwSBBf0EfRqCKSrUk23rOR9vfbKRld8KcpAFbZDpDPvFIc3rUdQPrP/mb9mjn+BSvP9r9QPpSGaVriWfpiZDI58nNbG0Z+bmsDSUg+X1pSc0d5eMsLpSUjW4yZ1F8LHpiAwV/h33liYw+VjS9jzDVjWPuXtTS+3ggGhp83nIpDPzwb07iwkcHHDwbAX+pn1MWj2HTvJoaeOpTi0QW92vc2ek/oA+M4ffwpzQORaPw64Ee2c0i2OM4s31tL5vgXbDrOVzO61HTo9IMMiM1+36b/hMNv3xcOmdpgYJJjzBDbmXanq6mL1pWtFI0sonikJ8pAT+xXM7vmPdsh8pVXRhzesR1A+qaYjrb0Es9t083Kg/zGmWI7k3jPsGRq+DWJhuHXJBpIQeqlkuLF8yrKNz1XWjK82ZjJGJMzEwQC4UCvL/0scB3A+/2xY2PMCcBPgCnAK8Acx3F6/P5jjBkOvAZc4TjOE714fRnwc+BsoAJYBlQ7jjNvu218wDeBT+POAdwA/MBxnJv3tn8VB8lZQ0lsvtz/yNKL/E8Fx5hN04zhI7YziWzjA9+stvaps9raAajz+bbcUx5aek84xMpgcKJjzDDLEWXXVtfMrsn6pSPGmI8AC4DlwDeAjwHzjTEzHMdp78F+SoF59O1GeT8HzgV+CjQAFwC3G2NaHce5L71NDLc4/BV4DrgM+I0xZrPjOHfsMaNHTlWU4/7Pkxw3yax+d47/gVVn+F8eWkHLVGPImU9wIplywHm1pHjJvPLwxmdKS4c1+sxkjOndcpGSbY/UzK45Nds7NcY8AUwCpjiOU2eMCQErgBsdx/llhvsYCtwH7A+MBk7s6YiDMSYINAGfcRznz+nHfLiF5mXHcS5Nj2i8B3zdcZyfp7cpAWqBNxzHOWNPx/DEiENtdVVjei0HfQLIMT5SyeN9CxfN8S/YOsu3ZL8iLfEsBcCAmdnWPmVmW/sUgK0+X/194dCSu8MhZ0VRcELKmBG2M3pY1kegjTGDgWOBHzuOUwfgOE6zMeZfwHlARsUB+CTugoXn4p7q6I0hQBHQsu0Bx3FSxpguYNvIRwj4LvDr7bZpM8asAIbv7QCeKA5p76DikBNCtDZd4H9m0WX+R5ITzZpJPuMcbDuTSH8alEoNvqKh8agrGhpxwFlYXLR0Xnn5hifLSgY1+HxTMcZLv4ttW9YP+5wM+IBnuj3+JvBJ417Su6fbwSccx2kF7gV+BYztbRDHcTYYYxYD3zTGLATWAp8HDgK+nt6mFvjh9q9Lj1RMB+7Z2zG89MP6DnCE7RBeNZrN62YHHlpxvv+Z0hFs1RLP4lkGzCHtHZMOad8yCaDBZxLxUGjJf8rDncuKguNTxuyzt31In7zdD/sclP5e2+3xTbgfWH8HXLKH188B/uw4zrtANq74PRu3xCxN/9kBvuw4zt17eM3VuBMp/7q3nXutOMgAOtQsf3tOYMG6k3yvjwjRNskY9AtRpJuKlFP5icamWZ9obAKgpqho+R0V4fcfLysdtNUdjdh5NSjpi/4Ycdj2Tt/S7fG29PebgT/s4fWLs5znK7hzJOK4y2ufDVxvjHnBcZyXum9s3Im8MeBxx3Ee2dvOVRwkawJ0dZ7ue6VmtrvE8/iASR2EOzwmIhma3tExYfrmugkATcY0PhAue+3f5eGOJUVF45LGjLadL8910D+LP20rCN2HCrb9+R3Hcdb0w3F3Yow5FPgycKnjOLenHxuBe+XErcDUXbzsZtx5D5/O5BheKg41tgMUokqatl7qf/ytS/yPmwPM+qnGcJjtTCKFIuw45Rc1Nh9xUWMzAG8VBd+5ozy85rFQWXmdzzcNY4r2sgvZ0Ts1s2uSe9+sx9anv48FVm73+LZ5dY39cMzdOQGo21YaABzH2WiM+SvwXWPMYMdxPrituDHm08CFuGtOrMjkAF4qDouATkDDfn0UMevem+Nf8O7Z/hfKh9A4XUs8iwyMKR2d476zpX7cd7bU02JM84OhsjfuKg+3LSouOjBpTF+u+/eK/pjfAO6ljq3AkcCT2z1+GNDqOE6in467KwYIGGOMs+N6C2Xp7x+87xtjjgB+Afxp26WbGR3AC+s4bBOJxt8ANIO/xxznKN/it+b6F2w+xlezb4npHG87kYjs6O1g8N07KsKrHykrC2/2+6biXpcvO/puzeyaWH/s2BhzN+7VFQenL20M4p4iX+w4zpk93FcE95TKLtdxMMaEHMdp3s1rPw7cCZzjOM796cdG417emQLGOo7jGGPG456+WA0c4zhO2672tyteGnEAeB0Vh4yU0N56jv/5RVf4H26bamon+o2zq/NiIpIjDursPOCbW+oP+OaWelqNaXk4VPryXeXh1jeLi/fvMmZ/2/lyxE4TA7PoR7hXMtxujLkZ9xLIscAXsnkQY8yPgS8ZYw50HGftLjZZgLu40z3GmBdw1244AnfE4dPbjUL8DXfNhv8FLtz+Sg7Hcf6+pwxeLA5X2Q6Rq4axddMnA48svdD/VPG+bNYSzyJ5qtRxys5tavnIuU3uJP+VwcCqO8rDqx4KlZVu9Pun4S5r7EX9Vhwcx3neGDMb+C3uAk4p4AbHce7N8qHacS/z3OWquumFp04AfgyciHuJ5RrcS0L/AB+sULntkvgbd7GbPRYHr52qOBZ4ynaOXDLF1L4zx79gzen+V4aW0zJFSzyLFLZ2Q9ujZWWL7yoPN71eUrxfpzFeWan13ZrZNQf290HSb8ofBZZnOtkw33htxOEN3IUw+ry6Rr7ykUqe6Ht90Rz/g1s/6lsSKTLJccA427lEZGAUO5Sc1dxy+FnN7mjEqkDgvTvLw+8uCJeVrPf7p+LeY6EQ9edpig84jrMFeGAgjmWLp0YcACLR+HLAU5P7QrQ2Xuh/avFl/keTE8yaKT7DYNuZRCT3dED7E2Wlb91ZEW54tbhkTIfPFNKHiq/VzK75me0QhcBrIw7gznMo+OKwL5vWzQ48tPx8/7Nlw9k6Q0s8i8jeFEHxaS2th57W0grAmoD//bvKwyvnh0JFawP+KRhTbjliXwzIiIMXeLU4XGQ7RH84zLy9bG7ggXUn+t4YFTLtk0BLPItI743pSu775frEvl+uT9AJnU+Xlb5xR3k48UpJ8T5tPl8+rQqbBF6zHaJQeLE4vGg7QLYE6eo4w/dSzezAQ82HmBXjAyY1EZhoO5eIFJ4gBE9qaT3kpPRoxDq/f91d5eEV88NlwfcCgcm4d4DMVYtrZtd0v4+E9JIXi8PzuOuV5+VSrZU0bf2E/7HFl/of9+9vNkw1hsNtZxIR79knmdznC1sT+3xha4Iu6HqutGThvIrw1pdKSka2GjMxG7d4zCKdpsgiz02OBIhE488AR9vOkakDzdpVc/0P1J7lf3HQYJqmGuPJwicieWKj37/x3+Wh5feHQ2Z1IDDFMWbQ3l/Vrz5dM7vm95YzFAyvvgE9QQ4XB0MqdbRv8Vtz/Au2HO1bNKbEdI4DtPKbiOSFEcnkiM9ubRjx2a0NJCH5YmnJonnl4c3Pl5aMaDFmsoXRCI04ZJFXi8OTwDdth9heKe2t5/qfrbnC/0jHZLNqot8402xnEhHpKz/4j2ptm3ZUq3srhC0+3+a7y8PL7g2HeDcYmOwYM6SfI7Tg3uRQssSrpypCQD2W75Q5gvpNnww8vOzj/qeLRrNlujF4dRlYEfGgFKReLileckd5eNOzZaXDm9zRiGyvXvtYzeyak7O8T0/zZHEAiETjz+HeAnVATTXvvjM3sOC903yvDA/TOsUY765iKSKyvXqfr+6ecGjpveUhZ0UweJBjzPAs7Pb6mtk11VnYj6R59VQFuKcr+r04+El2nex7fdFV/gWJj/iWRYJa4llEZJcGp1JDrmpoPOqqhkYccF4rLl4yryK88enS0sGNPjMVY/y92O1DWQ/qcV4vDtH+2HGYlob0Es+p8eb9qT7DIf1xHBGRQmXAHN7ePvnwTe2TARI+39b7wqEld4dDyeVFwQkpY0ZmsJtNuIv+SRZ5+VRFGHeeQ1bK01iz8f3Z/gffOc//XHgYiWnG5Oc6ESIiuc4B583iorfnlYfXP1lWOijh803FmF39Lv9XzeyaTwx4wALn2eIAEInGnwWO6u3rP2KWLp0TWLDhBN/CUWWmXSs2iohY0OAzifmh0JL/lIc6lxYVTUgZMyr91Nya2TW3Wg1XgLx8qgJgPj0oDkG6Os7yvfjm7MCDrTPMyvEBk5oETOq/eCIisjcVKafy0samWZc2NgGwqKho+R0V4fcfKSt90HK0guT1EYeDgTf2tM1gGuou8z+25GL/E/79zMapxpDPd4cTEfGKhcQSml/WDzxdHAAi0fhqYOz2j40z76/6lP+B2jP9Lw4eRPNUY+jNTF4REbHnB8QS37IdohB5/VQFwHxD6ppjfTWL5/gX1B3lWzy22HQdiJZ4FhHJZ/fZDlCoPF8cfhH85Z1n+164wGec6baziIhIVmxE96foN54vDuf6n38aKLadQ0REsiZOLOHt8/D9KNtrguefWKId9+oKEREpDPfbDlDIVBxc/7YdQEREsqIdLTPdr1QcXPOBNtshRESkzx4mlmiyHaKQqTgAxBLNqKGKiBSCv9gOUOhUHD6k0xUiIvmtDrjXdohCp+LwoXuBTtshRESk1/5JLNFhO0ShU3HYJpaoRzNxRUTymU5TDAAVhx393nYAERHplbeIJV62HcILVBx29CCw2nYIERHpMY02DBAVh+3FEingj7ZjiIhIjySBv9kO4RUqDjv7E+4PoYiI5IeHiCXW2Q7hFSoO3cUSa4AHbMcQEZGM6TTFAFJx2DVNkhQRyQ9bgbtth/ASFYddiwNrbYcQEZG9uj19s0IZICoOuxJLJHHnOoiISG77s+0AXqPisHt/BFK2Q4iIyG4tI5Z4wXYIr1Fx2J1YohZ42HYMERHZLU2KtEDFYc80SVJEJDe1An+wHcKLVBz27F5gg+0QIiKyk1uJJTbZDuFFKg57Ekt0ook3IiK5pgu4yXYIr1Jx2Ltb0EqSIiK5ZF56HppYoOKwN7HESuB22zFEROQD1bYDeJmKQ2a+jy7NFBHJBfOJJWpsh/AyFYdMxBJLgDttxxAREX5kO4DXqThk7nuAYzuEiIiHPUcs8ZTtEF6n4pCpWGIR8B/bMUREPEyjDTlAxaFnbkCjDiIiNiwG7rMdQlQceiaWWIh+cEVEbLiJWEIf3HKAikPP3WA7gIiIx6wGbrMdQlwqDj0VS7wKzLcdQ0TEQ36WXslXcoCKQ+9o1EFEZGBsQTcczCkqDr0RS7wIPGQ7hoiIB/yYWKLFdgj5kIpD733XdgARkQK3Evi57RCyIxWH3oolngMesx1DRKSAXUcs0W47hOxIxaFvYrYDiIgUqKeIJe6yHUJ2puLQF7HE08A82zFERApMCviq7RCyayoOffc1oNl2CBGRAvIXYonXbIeQXVNx6KtYYg3ubbdFRKTvmoBv2A4hu6fikB0/A962HUJEpAD8kFhive0QsnsqDtkQS3QAX7QdQ0Qkz63C/SAmOUzFIVtiiYfQbbdFRPri68QSbbZDyJ6pOGTXV4FW2yFERPLQs8QSt9sOIXun4pBNscQq4Ie2Y4iI5BkH+IrtEJIZFYfs+zHwju0QIiJ55G/EEq/YDiGZUXHINnd5VDVnEZHMNAPX2w4hmVNx6A+xxP3A/bZjiIjkgWuJJdbaDiGZU3HoP18GdHMWEZHde4hY4mbbIaRnVBz6SyyxEne+g4iI7CwBfMp2COk5FYf+dSOwyHYIEZEc9KX0kv2SZ4zjOLYzFLZY5QzgJaDYdhQRkRxxN7HEx2yHkN7RiEN/iyXeRDOGRUS22Qx8xnYI6T0Vh4Hxf8BDtkOI9LetbQ5tXRrFlD36LLHERtshpPdUHAZCLOEAV+E2bZGM3PJqB+a7DTs89kRtFzNvaaLsBw0cd2sz79Slerzflk6Ha+5tZZ+fNhK6sYHDftfEvMWdPdpmc0uKo//UzP7/18iLa7o+eLz6mXbWNao4yG7dRixxl+0Q0jcqDgMlllgHXGM7huSH9U0pvv7Ijvf6efn9JGf8vYX2JNx4cjHGwFm3tdDew0/4X36gjXvf7uKrs4r46WklDCszXHJnK/ct68x4m1tf76S5w2HWGD/fe6oDgLYuh/VNDgcM1q8V2aW1wBdsh5C+07/wgRRL3A383nYMyX1ffKCN7vcIvPbhNgaVGJ68KsRXZhUz/7IyGtodbnm1c9c72YXOpMNf3+zkR6cUc93RxXx2ZhELPlnGgYMN/6jpzHibFXUpzhwfYM4hRaxIj3rcvqiTS6cFs/M/QArR1cQS9bZDSN+pOAy8rwDLbIeQ3HXfsk7uequLuYd++CZc3+rw9Ookcw4JMqTUABAqMlw6Ncg9yzIvDnWtDh1JKAuaDx7zGUPAZygOmIy3SToQ8LlfyfSAx4J3ujh9nL/Xf28paH8glnjAdgjJDhWHgRZLtACXA5n/thfPaGx3+Pz8Nj43M8gx+334Jrxkc5KUww6PAcwY6WPhhsznOYwM+5g63McPnm5n2eYkje0OP3qmnbe3pPjYpEDG24wKG2o2pnh1bZKRIcPL7yeZuY8fY8yeDi/eVAv8t+0Qkj0qDjbEEq8C37EdQ3LPNx5twwDVp5Ts8PjWNvdjfWTQjv9kh4cMm1t6diXD/ZeVsaXFYdKvm6mobuT6R9v5+RnFnD8pmPE2F08N8ui7XVz/aDtzDgly6xsdzDm0iM6kJkbKDlLAVcQSjbaDSPaoONjzI+BJ2yEkd7ywpovfvNLJ784uobx4x0/u29Zp2/70AUBJ+tRBY3vmb9j/90IHaxsdqiYEuGJGkEEl8MNnOnjp/WTG28wY6Wf5F8Ms+a8Q508K4DPwixfbKf1BI9fc29qbv74Upm8QS+j3XIFRcbAllkgBVwBbbUcR+zqTDtfc18Zl04OcOWHnCYbbCkL3erCtULQnycjr65L8/MUO/vnxUu6/rIy/fqyUpV8IEwrCnHtaM94GYFTYx8Rhfv70eicfmxTk+091cHNVCbct6mTRxgwDSSG7nVjiR7ZDSPapONgUS7yHVlAT4KbnOngvkeJbxxaxuSXF5pYUTe5VjmxuSTGszC0O7yV2nM+wucVtDuVFmc0teKK2iyGlhku2u/phRMjHlQcX8damFPWtTkbbbJNyHN7YkKSi2DCk1HDN4UVMGe5j2eaery8hBWUhMNd2COkfAdsBPC+WmEesciZwre0oYs9D73SRaIdJv27e6bnhNzVx5Bg/pQF4fk2S4yMf/rN9bV2S0gBUlmRWHBygK+XgOM4OExlbOt0y0JVyMtoG3McfWN7FmeMDtHY5lKRjlQbMB9uKJ20Bzk9PBJcCpOKQG6LAROBc20HEjp+eVkJ9245vtg+908VNz3Xw8BVlDC4xfO+pdm59o5OvzCqiJGDoTDrcvriT4yM7XmnR3OEQ2s0IxP6VPhraIb68i7MPckcU1jam+OvCTvYtNwwrMxlts80db3Xxu7NLqNmYoiV9nVBz5+6PLwUvCVxMLFFrO4j0HxWHXBBLpIhVXg48AxxsO44MvMNH77z+wZoGd7j/lAPdf6ZfP7qIY25t4ZI7W/nczCJ+83IH7zU4/Oqsog9ec93DbfzixQ5WfjnM6PKdz0SeMT7A2ArDef9qZdaYDor98OL7SVo64ZazSzDGZLQNwMr6FGMq3LUdDhrqI9Hu8L0n21m8McWU4ToL6lHXEks8ZjuE9C/9684VsUQT7ojDBttRJDcdOTbAX84v4dGVXZz5jxbiy7v49nFFnDvxw7kIxX73Es3Ubs4UhIoMT1wV4mOTAizdnOLp1UlGhAw/PLmYqw8LZrwNwP1vd3LNYW5pqSg2/PiUYv73hXa+dEQRk4ZpISgP+huxxP/aDiH9zziOzkXmlFjlLOBxoGRvm4o3bWlJ8dL7SSYM9TN+iLq/5IRXgGOJdV8oXQqRikMuilVeBvzDdgwRkQxsBA4nllhjO4gMDH1cyUWxxG3A923HEBHZi07gQpUGb1FxyF3fBu60HUJEZA++QizxtO0QMrB0qiKXxSrLgKeAw21HERHp5g/EEtfYDiEDTyMOucxdQOVcYK3tKCIi27kf+LztEGKHikOuiyXW4pYHrcImIrngMeAiYolO20HEDhWHfODehvtK3FvUiojY8gJwni679DYVh3wRS9wFfJqdb5AoIjIQFgJnpRerEw9TccgnscQfgc+i8iAiA+tt4DRiiXrbQcQ+FYd8E0vcAnzBdgwR8YxVwCnEEhttB5HcoOKQj2KJ3wBfth1DRAreOuBkYon3bAeR3KHikK9iiV8A/207hogUrC3AqcQS79gOIrlFxSGfuXeiu852DBEpOI3AGcQSi20Hkdyj4pDvYombgG/YjiEiBaMVOJtY4hXbQSQ3qTgUgljih8B3bMcQkbzXAVxALPGU7SCSu1QcCkUscQPwPdsxRCRvteGuCLnAdhDJbbrJVaGJVd4IXG87hojklXrgXGKJZ2wHkdyn4lCIYpU/Bq61HUNE8sIaNBFSekCnKgpRLHEd7qiDWqGI7MlbwFEqDdITGnEoZLHKS4C/AMW2o4hIznkWOEfLSEtPqTgUuljl0cA9wFDbUUQkZ9wDfIJYotV2EMk/OlVR6GKJZ4EjgRW2o4hITvg98HGVBuktjTh4RaxyKO6njKNtRxERa24gltCaL9InKg5eEqssBv4MXGo5iYgMrBTweWKJ39kOIvlPpyq8JJZoBy4Dfmg7iogMmDbgQpUGyRaNOHhVrPJq4GYgYDuKiPSbeuA8YomnbQeRwqHi4GWxytOAO4AK21FEJOvexL3vhG6LLVmlUxVeFks8BBwDvGc7iohk1T+AI1UapD9oxEEgVrkPcDtwrO0oItInncDXiCV+aTuIFC6NOAjEEuuAk4BqtEy1SL5aB5yo0iD9TSMOsqNY5VnAX9FKkyL55GngkvSHAJF+pREH2VEsMR84FHjOdhQR2asUcCPuSINKgwwIjTjIrsUqA7i/kP4HMJbTiMjONgBXEEs8bDuIeIuKg+xZrPJM4FZgpO0oIvKBR4FPEkustx1EvEenKmTPYokHgBlA3HYUESEJfBs4TaVBbNGIg2QuVvlfwE1Aqe0oIh609QDCQAAACmBJREFUEphDLPGU7SDibRpxkMzFEr8GZgILbUcR8ZAk8BNgukqD5AKNOEjPuXfZ/AHwFcBvOY1IIVsIfIpY4lXbQUS2UXGQ3otVHgr8Fvio7SgiBaYNuAG4iViiy3YYke2pOEjfxCp9wGdwL90cZDmNSCF4CriGWOJt20FEdkXFQbIjVjkS+Clwue0oInkqAXwduIVYQr+YJWepOEh2xSpPAn4DTLQdRSSP3AN8nlhire0gInuj4iDZF6ssAq4DvgmUWE4jkss2AF8klrjDdhCRTKk4SP+JVY4DfgWcYTuKSA66FfcW2PW2g4j0hIqD9L9Y5UXA/wGjbUcR+f/t3WmMJWUVh/HnsG/DlWERUQMRBMImIhEhKEtcQAmyQ1BJMIRNgoABVESLSEBQJIMKikAQNGwBFZQtOANGCKBBEpaRAAFkXwTvhG0YZo4f3mq4tD2dut0zU923n19Suem69VadmS/977dOvTUBzAK+TdW9u+1CpLEwOGjJqDrTgB8CR+HaD5qa7qUEhpvaLkQaD4ODlqyq81HKWvsH4sqlmhoeBU4GLvdpCQ0Cg4PaUXU2BipgP3xttwbT85RZtvOpuvPaLkZaVAwOalfV2Qw4BdgTA4QGwxzKy+DOpuq+1nYx0qJmcNDEUHW2pASI3dsuRRqjuZQ1TE6j6r7UdjHS4mJw0MRSdbamrNG/a9ulSA0tAC4BfkDV/XfbxUiLm8FBE1PV2ZYSID7bdinSQrwFXAGcQdV9oO1ipCXF4KCJrep8hhIgdmi7FKn2AuWtsOdRdZ9ruxhpSTM4aHKoOp8EjgT2x2Ws1Y57gRnAZVTduW0XI7XF4KDJpepMBw4GDgc2aLkaDb4FlBdQzaDq3tZ2MdJEYHDQ5FR1AvgcZRZiN1yNUotWF7gQ+DlV97G2i5EmEoODJr+q82HgUOAQYO2Wq9Hk9jBwDnAxVffVtouRJiKDgwZH1VmWspDUEcCO7RajSWQecDNwHnC9y0JLozM4aDBVnU0ofRAHAZ2Wq9HEMx+4lfI45dVU3ZfbLUeaPAwOGmxVZwXg88BelFUpV2u3ILUogTuAy4GrqLrPt1yPNCkZHDR1VJ1lgJ0oIWJP4P3tFqQl5B7gMuAKqu6TbRcjTXYGB01NVWcpYDtKiNgLWLfdgrSIPUiZWbicqvtw28VIg8TgIAFUnU9QAsTewEYtV6P+JXA/cB0lLNzXcj3SwDI4SMOVxsqhnoitcI2IieohYCYwC5jlGymlJcPgII2m6qwCbAtsX2/bACu3WtPU9TglKJSwUHWfabccaWoyOEj9KA2WW/FukNgeWLPVmgbX0wzNJsBMqu7j7ZYjCQwO0vhVnY0oAeLT9ef67RY0Kc0FZlP6FG6nzCg81G5JkkZicJAWtaqzNuWJjU0pjZZD27Q2y5og5gOPUgLCffXn/cDDVN35bRYmqRmDg7SkVJ11eG+QGNrWA5Zqr7DF5kneDQZDQWE2VffNVquSNC4GB6ltVWd5yivCh4LEhpQwMb3eVgdWbKu8EbwJPN+zPTfs56eBB6i63dYqlLTYGBykyaAsnT19hG31hexfHohRtreBtxayvQn8h/8PBCUkVN05i/ufK2niMjhIkqTGBvG+qiRJWkwMDpIkqTGDgyRJaszgIEmSGjM4SJKkxgwOkiSpMYODJElqzOAgSZIaMzhIkqTGDA6SJKkxg4MkSWrM4CBp0omI5SJi/YjotF2LNNUYHCQREWtGxJMRseMYxq4UEb+OiGcj4rWIuCci9ht2zFIRcXJ9jXkR8VREHDHGWk+gvL3zEeCliLgwIpYfy7nq8+0SETlCzR+o9w/fLhjrtaRBsEzbBUhqV0SsCFwJfGiMp5gB7A6cBcwB9gKuiIg3MvO6+pgKOAm4BLgDOBA4NyJeysyr+qh1X+A04FvALGA34FTgYeBH/RYeESsB5wIzM/PKYV9vDSwADq4/hzzS73WkQeJrtaUpLCJWB64D1gXWAXbKzFv7GL8s8CpwWGZeXO9bivKL/O+ZeUBErAk8CZyYmTPqY1YAHgfuzcxd+rjeg8CNmXlcz75bgBUyc/um5+kZeyZwDPCxzJw97LtTgL0zc7N+zysNMmccpKntq8DblBmDf4xh/HRgOeD1oR2ZuSAi3gbm1rtWBk4BftFzzJsR8QiwZtMLRcTSlJmGe4d99VZdQ18iYgvgWOCnw0NDbWvK7IikHvY4SFPbtcBOlJ6BvmXm88ADwEkRsVFETIuIE4ENgd/Xxzyemadn5ttD4+qZis3rsUREJyLWHmVbMTPnZ+YNmflsz3k2A3YGbu6n7ogI4HzKbMnfIuKL9exLr62BrSLiiYh4IyLujIhd+/wvkgaOwUGawjLzscycP87T7AasDvyL0uNwOvDNzPzDKGMOAVal9DxA6ZN4dpRt/97BEbFp3aR4F/AX4Md91nwQsA3wPuAi4GrgiYj4Sn3+9YC16u/PA04AVgT+FBHb9XktaaB4q0LSeB1D6Y/4M/AyJUh8JyLuzMy7hx8cEWtQmiVnZeYt9e4zgd+Oco0Hhv28GrAFsBLlVsuyvHtrZFT1bMP3gXnAHpl5fURMA34J/CYiZgMvUpo5z8vMV+pxFwMPAsfhLQxNYTZHShr6C/sx+m+O/DhwD3BAZl5R71uL8ot1bmZuOsKYq4BdgS0zc1xPKETEDsANwKWZeVjDMRsDs4ELM/OQnv2rAv8FzsrM4xcy9mfAgZk5/LaGNGV4q0LSeOwIvDwUGgAy8wXKLYhNImK13oMj4lBgH+Co8YaG+lq3AZfV52xqev1527BzzaHMNHxwlLGvA9PrHg1pSjI4SBqPAJapp/97rVR/vnM7NCK2Ac4BLhp6dLOvC0WsERFn1DMavV6mv9uuQ82V75lujYhlKKHixYj4WkScMcLYzYE5mTmvj+tJA8XgIGlUEbHyKF8/QWly/FLP8etQmg+fBl6q921AWS/ifuAbYyxlDnA48N2eay1Nue1xV9OaM/Oxuu59h311ECWAzAQ6wNERsX7PObcHvgDcNMb6pYFgc6SkhaoXSDo6Ij6Smc+McMiNlMWd/hgRd1IaFLehzDgcmu82UV1KWbPhbGCf3gmKzBytKbL3uLci4lTgzLrB8nZgD8qjn+/0NzSoGUrj46URcS1wPbAxcCRwNyXgrEIJKH+NiGuAaZSg8QrwvSb1SoPK4CBpNHMp9/1HnJ3MzNfq91ucSVkPYlXgKeBXwAXwzuqUn6qHnDbCaRoFh9pPgDeAo4EvA/8Eds7M25vWXNf9u4iYAxwPnEF5wuIq4NjMXADMqRsvZwBfp/Q2XAMcn5nP9VGvNHB8qkKSJDVmj4MkSWrM4CBJkhozOEiSpMYMDpIkqTGDgyRJaszgIEmSGjM4SJKkxgwOkiSpMYODJElqzOAgSZIaMzhIkqTGDA6SJKkxg4MkSWrM4CBJkhozOEiSpMYMDpIkqTGDgyRJaszgIEmSGjM4SJKkxgwOkiSpMYODJElqzOAgSZIaMzhIkqTGDA6SJKkxg4MkSWrM4CBJkhozOEiSpMYMDpIkqTGDgyRJaux/MQdQL++f2xIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tice_nan1000 = tice.男1000米跑\n",
    "sample = pd.cut(tice_nan1000,bins = 3,labels = [1,2,3])\n",
    "a = sample.value_counts()\n",
    "\n",
    "labels = ['3.65-5.47','1.82-3.65','0-1.82'] \n",
    "plt.figure(figsize = (9,9))\n",
    "_ = plt.pie(a,\n",
    "            labels =labels,\n",
    "           textprops={'family':'Kaiti','fontsize':18},\n",
    "           autopct= '%0.2f%%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-3-e8e473ed4cf5>:1: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
      "  tice.yitu =tice.男引体\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tice.yitu =tice.男引体\n",
    "sample = pd.cut(tice.yitu,bins = 3,labels = ['0-7.67','7.67-15.33','15.33-23'])\n",
    "a = sample.value_counts()\n",
    "a\n",
    "plt.figure(figsize = (9,9))\n",
    "_=plt.pie(a,\n",
    "          labels = a.index,\n",
    "         textprops={'family':'Kaiti','fontsize':18},\n",
    "           autopct= '%0.2f%%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 对女800米跑、女跳远进行直方图绘制统计各分数段人数，分成4份"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tice_nv = pd.read_excel('./体测分数_女生.xls')\n",
    "s1 = tice_nv.女800米跑分数\n",
    "s2 = tice_nv.女跳远分数\n",
    "count,bins,fig = plt.hist(s1,bins =4 ,color = 'green' ,alpha = 0.6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "count,bins,fig = plt.hist(s2,bins =4 ,color = 'green' ,alpha = 0.6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 使用嵌套饼图对比男女生体重指数进行比例统计，分为正常、低体重、超重、肥胖(男女生体重指数参考如下)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "p1 = tice.BMI.values\n",
    "p2 = tice_nv.BMI.values\n",
    "tice['体重分级'] = pd.cut(p1,bins =[0,16.8,23.8,26.6,100] ,labels = ['低体重','正常','超重','肥胖'])\n",
    "tice_nv['体重分级'] = pd.cut(p2,bins =[0,16.5,22.8,25.3,100] ,labels = ['低体重','正常','超重','肥胖'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "nan_tz = tice.体重分级.value_counts()\n",
    "nv_tz = tice_nv.体重分级.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x18a73e22d30>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (9,9))\n",
    "plt.pie(nan_tz,radius = 1,\n",
    "       autopct = '%0.2f%%',\n",
    "       pctdistance = 0.85,\n",
    "       labels = nan_tz.index,\n",
    "       wedgeprops={'linewidth':5,# 间隔的宽度\n",
    "                    'width':0.3, # 饼图的宽度\n",
    "                    'edgecolor':'white'},# 间隔的颜色\n",
    "        textprops={'family':'Kaiti','fontsize':18})\n",
    "\n",
    "_=plt.pie(nv_tz,radius = 0.7,\n",
    "       autopct = '%0.2f%%',\n",
    "       pctdistance= 0.75,\n",
    "        textprops={'family':'Kaiti','fontsize':16},\n",
    "       wedgeprops={'linewidth':3,# 间隔的宽度\n",
    "                    'width':0.7, # 饼图的宽度\n",
    "                    'edgecolor':'white'})# 间隔的颜色\n",
    "\n",
    "plt.rcParams['font.family'] = 'Kaiti' # 全局设置\n",
    "plt.rcParams['font.size'] = 18\n",
    "plt.legend(loc = 'upper right',title = '体重分级')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
